開發者愛用AI但信任度大跌?背後真相揭秘!

Ai




開發者愈用愈多AI工具,但對它們的信任卻愈來愈低

軟件開發者愈來愈多將人工智能工具融入工作當中,但這種快速採用同時帶來不少困惑和矛盾。開發者同他們的管理層仍在摸索,究竟這些工具何時幫到手、何時反而製造麻煩,以及點樣整合它們先至唔會帶來更多問題。

根據Stack Overflow對49,000名專業開發者嘅年度調查,2025年有80%嘅開發者會用AI工具,這個比例近年急速上升。儘管廣泛採用,大家對AI嘅信任度卻下降,只有29%受訪者相信AI嘅準確性,較之前調查嘅40%大幅下跌。

呢個矛盾——廣泛使用同時伴隨更大懷疑——反映咗AI編碼助手(例如GitHub Copilot或Cursor)所帶來嘅複雜影響。雖然少有人質疑這些工具嘅用處,但好多開發者仍在學習如何有效利用,並了解其限制。

問到最大嘅挫折,有45%人表示係AI生成嘅代碼看似大致正確,但內藏細微錯誤。呢啲「差啲就啱」嘅代碼唔似明顯錯誤,反而容易引入隱藏嘅漏洞同邏輯錯誤,拆解起來可能花上數小時,尤其係初級開發者過份信任AI建議時。

呢啲問題往往又會令開發者反過頭去用Stack Overflow搵答案。超過三分之一嘅開發者表示,因為AI相關問題會上去Stack Overflow,代表佢哋用咗嘅AI工具反而帶來佢哋無法自行解決嘅麻煩。

近年推理能力更強嘅AI模型提升咗可靠度,但調查顯示AI「差啲啱」嘅問題仍將存在,因為這係預測文字生成本質使然。呢個原因令72%開發者拒絕「vibe coding」(即隨意貼入AI建議嘅代碼直接用於生產環境)。

即使有挫折,放棄AI工具嘅人仍然很少。有時候係管理層推動團隊採用,更多時候係開發者自己見到明顯好處,只要謹慎使用。

業界專家指出,關鍵在於培訓同心態。開發者應該將AI自動完成功能視作「sparring partner」(練習對手),而唔係沉默嘅副駕駛。隨便按Tab鍵接受GitHub Copilot建議可能會埋下錯誤,但用它嚟發現問題或潤飾想法就最有價值。

AI工具亦帶來教育層面嘅好處,可以幫助新人更快掌握新語言或框架,提供針對性答案,補充傳統文檔搜尋——呢點係Stack Overflow多年來一直擔當嘅角色。

Stack Overflow嘅產品及技術總監Jody Bailey向Venture Beat表示,隨著AI改變開發者求助同分享知識嘅方式,Stack Overflow正重新思考自己嘅定位。她承認網站流量有所下降,但警告大家過度誇大呢個趨勢。

「雖然流量的確有下降,但絕對冇啲人講得咁誇張,」她話,「呢個變化促使Stack Overflow認真檢討點樣喺現代數碼年代衡量成功。」

評論與啟示

這份報告揭示咗AI工具喺軟件開發領域既迅速普及又伴隨信任危機嘅矛盾現象。大多數開發者願意用AI輔助,但對其準確性保持懷疑,尤其係因為「差啲啱」嘅錯誤更難察覺,可能帶來更大風險。這反映咗AI生成內容嘅固有限制,亦提醒我哋唔應盲目依賴,而係要培養批判性思維同精細審視能力。

值得注意係,AI唔係替代人類,而係最佳輔助工具。開發者如果能將AI視為「練習夥伴」,用嚟激發創意同排查錯誤,反而可以最大化價值。未來教育同培訓層面應著重提升開發者辨識AI建議真偽嘅能力,尤其係初級開發者,避免過度信賴導致錯誤擴散。

另一方面,Stack Overflow作為開發者知識共享嘅重要平台,正面臨流量變化同角色轉型嘅挑戰。AI改變咗開發者尋求解答嘅習慣,傳統問答平台需要重新定位,或許可以結合AI技術,提供更智能、更即時嘅解決方案。

總結嚟講,AI工具係雙刃劍,開發者同企業應該以謹慎而積極嘅態度去使用,並且配合持續學習同技術革新,先能真正發揮AI嘅潛力,避免陷入「近似正確但帶錯誤」嘅陷阱。對香港嘅軟件業界而言,面對AI浪潮,培養本地開發者嘅判斷力同應用能力,將會係未來競爭力嘅關鍵。

以上文章由特價GPT API KEY所翻譯及撰寫。而圖片則由FLUX根據內容自動生成。

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{
"intro": "Create an ultra realistic 8K UHD DSLR photo based on the attached image as a reference of facial features, maintaining 100% likeness.",

"subject": {
"identity": "A beautiful real human woman portrayed as Cleopatra, seated majestically on her royal Egyptian throne, maintaining 100% likeness to the reference.",
"pose": "Confident, elegant, and seductive seated posture with her back straight and shoulders relaxed. One hand rests authoritatively on the throne’s armrest while firmly holding a ceremonial cobra staff, and the other hand rests sensually on her thigh. Her legs are positioned to subtly reveal the high slit of her gown, radiating queenly dominance, power, and allure.",
"hair": "Long, thick, voluminous hair flowing past her shoulders, colored deep dark brown with a rich natural sheen. The hair is worn loose and sleek with soft natural movement, cascading elegantly down her back and framing her face in a regal manner.",
"makeup": "Bold royal Egyptian glam with highly colorful eye makeup. Her eyes feature layered pigments of turquoise, sapphire blue, emerald green, and molten gold, enhanced with dramatic black ink-style Egyptian eyeliner extending boldly beyond the outer corners in graphic, calligraphic strokes. Metallic accents and micro-shimmer highlight the inner corners. Skin remains warm, glowing, and luminous with sculpted bronze contours, peachy blush, and radiant highlights. Brows are full, strong, and queenly. Lips are soft nude-peach with a glossy, luminous finish to balance the intense eye look.",
"attire": "An ultra-luxurious, sexy Cleopatra couture gown in pure luminous white. The gown is body-hugging through the bodice and hips, featuring a plunging deep neckline adorned with gold filigree, crystal embellishments, and sacred Egyptian symbols. A dramatic thigh-high slit reveals her leg elegantly. Additional elements include gold-thread embroidery, sculpted drapery, and gemstone accents along the waist and slit. A long, ultra-sheer, lightweight cape made of fine translucent silk chiffon flows from her shoulders, delicately dusted with gold shimmer and subtle hieroglyphic motifs, adding movement and divine softness to her powerful presence.",
"crown": "An extraordinarily grand and opulent Cleopatra headpiece—the ultimate royal Egyptian crown. Crafted from radiant gold, it features a dominant central cobra (uraeus) with emerald and lapis lazuli gemstone eyes, flanked by winged sun disks, lotus engravings, and layered ceremonial plates. The crown rises elegantly with intricate detailing, inlaid gemstones, and divine symmetry, making it unmistakably royal, powerful, and legendary.",
"accessories": "Lavish layers of royal accessories including an oversized beaded broad collar necklace in gold, turquoise, lapis lazuli, and carnelian; stacked gold arm cuffs engraved with hieroglyphs; gemstone-studded bangles; multiple ornate rings; a delicate gold waist chain draped over her hips; and detailed anklets with symbolic charms that enhance her divine queen status.",
"footwear": "Traditional Egyptian royal flat sandals crafted from gold-plated leather with delicate beaded straps, turquoise and lapis inlays, open-toe design, and sacred cobra and lotus motifs."
},

"throne": {
"design": "A massive, ultra-bonggang ancient Egyptian royal throne made of carved gold, obsidian, and polished stone.",
"details": "The throne is richly decorated with winged sun disks, twin cobras, lion-head armrests, lotus and papyrus carvings, and engraved hieroglyphs symbolizing power, eternity, and divine rule. The backrest rises high above her head like a ceremonial monument, inlaid with turquoise, lapis lazuli, and gold leaf patterns. Cushioned with deep ivory and gold-embroidered textiles, the throne radiates absolute authority and unmatched royal luxury."
},

"props": {
"primary": "A ceremonial golden staff topped with a sculpted cobra head, its eyes set with glowing emerald gemstones, symbolizing wisdom, protection, and supreme power.",
"secondary": "Golden jars, papyrus scrolls, gemstone offerings, decorative incense holders emitting thin smoke trails, sacred ceremonial artifacts, and royal insignias placed symmetrically around the throne platform."
},

"background": {
"setting": "A grand Egyptian throne room at night, glowing with warm torchlight and golden illumination.",
"details": "Towering sandstone walls fully carved with hieroglyphics and royal chronicles, monumental lotus and papyrus columns trimmed in gold, statues of Egyptian gods and goddesses standing guard, large braziers casting flickering firelight, patterned gold-and-turquoise stone flooring, and sheer linen curtains gently flowing in the warm desert breeze. Macro-to-micro details are visible throughout, with no blur effect—everything is crisp, sharp, and hyper-detailed."
},

"camera": {
"shot": "Half-body to three-quarter editorial portrait showcasing her throne, flowing white gown with cape, colorful inked eye makeup, crown, and cobra staff.",
"angle": "Eye-level royal perspective emphasizing her dominance, beauty, and divine authority.",
"lens": "85mm portrait lens with ultra-sharp clarity and deep texture definition.",
"lighting": "Cinematic warm golden torchlight combined with subtle shadow sculpting, enhancing gold textures, gemstones, fabric folds, and facial features; no blur effects.",
"quality": "Ultra-sharp, high-contrast, glossy editorial realism with 8K-level detail."
}
} 一張年輕東方女性站在戶外木棧道上的全身人像照片。
人物與穿著:
這位女性擁有修長的身材和淺棕色的長直髮,留著齊劉海。
她面帶微笑,表情甜美。頭上戴著一對動物耳朵的髮飾。
上半身穿著一件白色的短版 T 恤/緊身衣(Crop Top),領口較低。
下半身是一條淺藍色的牛仔短裙,裙襬帶有蕾絲邊緣。繫著一條淺棕色的皮帶
腳上穿著一雙露趾的裸色高跟涼鞋。
背景與環境:
她站在一條戶外的深色木質棧道上,左手輕輕扶著旁邊的深色木質欄杆。
背景呈現柔和的散景(景深很淺),可以看到綠色的植物和一些被處理成偏冷藍色調的樹枝或樹葉,營造出一種清新且夢幻的氛圍。
總體而言,這張照片風格清新、甜美,光線柔和,突出了人物的時尚穿搭和外貌。 Ultra-detailed pastel kawaii cosplay portrait of a woman [image uploaded] character, posed with hands gently pressed together under her chin in a soft, doll-like gesture; vivid long wavy hair in split-gradient lavender and pink with styled curled ends; straight bangs dyed pastel lavender; decorative accessories throughout the hair including pastel bows, lace ribbons, small charms, and a frilled white lace headpiece with pink accents; makeup: heavy kawaii style with saturated pink eyeshadow, pink blush extending across cheeks and nose, glossy pink lips, heart-shaped cheek stickers, and large contact-lens-enhanced eyes; outfit: pastel pink lace wrist cuffs with big bows and heart embellishments, soft pastel clothing with ribbons and frills; background: dreamy soft-focus bokeh in shimmering pink tones creating a magical fairytale atmosphere; lighting: bright soft diffused beauty lighting with zero harsh shadows, high exposure pastel glow, smooth porcelain skin texture, ultra-saturated colors, whimsical fantasy aesthetic, high-resolution portrait photography. Negative: no real-person likeness, no watermark, no text, no distortion, no extra limbs, no deformed face, no realism unless stylized, no background objects.

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